How to Use the Dropbox Paper MCP in LlamaIndex
Index your Dropbox Paper docs directly into LlamaIndex vector stores using this high-performance MCP server.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Dropbox Paper MCP to LlamaIndex
Create your Vinkius account to connect Dropbox Paper to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.
Grounding RAG pipelines in live Dropbox Paper docs
Stop relying on stale static exports for your retrieval-augmented generation. This MCP server lets LlamaIndex query your live workspace using `search_files`, converting raw Paper documents into searchable vector embeddings on the fly. When your agent needs to answer a user query, it calls `get_metadata` to verify the document's last-modified timestamp. This ensures your index only uses the latest team updates, preventing the LLM from hallucinating outdated information.
Dynamic knowledge ingestion via LlamaIndex MCP tools
Building an active knowledge base requires constant updates as files move. Your LlamaIndex agent can use `list_files` and `list_files_continue` to scan your directories and automatically index new content as it appears. If a document is archived, the agent detects the change using `list_shared_links` and updates the index accordingly. You get a self-cleaning knowledge base that reflects the actual state of your team's shared folders.
Writing structured agent outputs back to Dropbox Paper
Your LlamaIndex agents can do more than just read data. By exposing `create_document`, the agent can compile synthesis reports from its vector search and write them directly back to your workspace as clean Markdown files. If the report needs to go into a specific shared space, the agent runs `list_shared_folders` to find the correct destination and `move_file` to place it there. This closes the loop between information retrieval and document creation.
Set up Dropbox Paper MCP in LlamaIndex
Prerequisites
- Python 3.10+ installed
-
llama-index-tools-mcppackage - Active Vinkius subscription with a valid endpoint token
- 1
Install dependencies
Run
pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package providesBasicMCPClientandMcpToolSpec. - 2
Connect with BasicMCPClient
Point
BasicMCPClientto your Vinkius endpoint URL. Replace[YOUR_TOKEN_HERE]with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports. - 3
Convert to LlamaIndex tools
Call
mcp_tool_spec.to_tool_list_async()to convert all Dropbox Paper MCP tools into nativeFunctionToolobjects that any LlamaIndex agent can use. - 4
Run with any LLM
Create a
FunctionAgentwith the tools and your preferred LLM. SwapOpenAIforAnthropic,Gemini, or any LlamaIndex-supported provider.
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
# Connect to the MCP
mcp_client = BasicMCPClient(
"https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)
# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()
# Create and run the agent
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt="You have access to Dropbox Paper tools.",
)
response = await agent.run("List recent Dropbox Paper data") Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Dropbox Paper. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
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Common questions about Dropbox Paper MCP in LlamaIndex
Use it with your favorite AI tools
Connect this server to Cursor, Claude, VS Code, and more.
Start using the Dropbox Paper MCP today
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